Triple
T17229587
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | socialist calculation debate |
E418206
|
entity |
| Predicate | hasProponent |
P9868
|
FINISHED |
| Object |
Maurice Dobb
Maurice Dobb was a British Marxist economist and economic historian known for his influential analyses of socialism, capitalist development, and central planning.
|
E1257407
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Maurice Dobb | Statement: [socialist calculation debate, hasProponent, Maurice Dobb]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Maurice Dobb Context triple: [socialist calculation debate, hasProponent, Maurice Dobb]
-
A.
Robert Heilbroner
Robert Heilbroner was an American economist and historian of economic thought best known for his influential book "The Worldly Philosophers," which surveys the lives and ideas of major economic thinkers.
-
B.
Piero Sraffa
Piero Sraffa was an Italian economist whose critical work on value and distribution, especially in "Production of Commodities by Means of Commodities," profoundly challenged neoclassical theory and revitalized classical political economy.
-
C.
Nicholas Kaldor
Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
-
D.
Arthur Lewis
Arthur Lewis is a fictional character best known as the central figure in the thriller film "The Box," where he and his wife face a morally fraught choice after receiving a mysterious device.
-
E.
Ragnar Nurkse
Ragnar Nurkse was an influential Estonian economist known for his work on development economics and the theory of balanced growth in poor countries.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Maurice Dobb Triple: [socialist calculation debate, hasProponent, Maurice Dobb]
Generated description
Maurice Dobb was a British Marxist economist and economic historian known for his influential analyses of socialism, capitalist development, and central planning.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Maurice Dobb Target entity description: Maurice Dobb was a British Marxist economist and economic historian known for his influential analyses of socialism, capitalist development, and central planning.
-
A.
Robert Heilbroner
Robert Heilbroner was an American economist and historian of economic thought best known for his influential book "The Worldly Philosophers," which surveys the lives and ideas of major economic thinkers.
-
B.
Piero Sraffa
Piero Sraffa was an Italian economist whose critical work on value and distribution, especially in "Production of Commodities by Means of Commodities," profoundly challenged neoclassical theory and revitalized classical political economy.
-
C.
Nicholas Kaldor
Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
-
D.
Arthur Lewis
Arthur Lewis is a fictional character best known as the central figure in the thriller film "The Box," where he and his wife face a morally fraught choice after receiving a mysterious device.
-
E.
Ragnar Nurkse
Ragnar Nurkse was an influential Estonian economist known for his work on development economics and the theory of balanced growth in poor countries.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69d886d8e96081909870bff6c3d0bf09 |
completed | April 10, 2026, 5:12 a.m. |
| NER | Named-entity recognition | batch_69e42df62ec48190b2ed633a5bcc0255 |
completed | April 19, 2026, 1:20 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a01675eae08819093427b4dc1ffee5f |
completed | May 11, 2026, 5:21 a.m. |
| NEDg | Description generation | batch_6a016a1f6eac8190951ae30f37144d2a |
completed | May 11, 2026, 5:33 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a016a92af248190aaed36040486bf40 |
completed | May 11, 2026, 5:35 a.m. |
Created at: April 10, 2026, 5:39 a.m.